论文 / 方法一手源
8/12 17:50
Dynamic Master Logic (DML) provides a hierarchical framework for representing system behavior by linking functional objectives to underlying structural elements. However, DML construction typically re…
话题
RAG / 检索增强
共 83 条相关资讯 · 来自历史归档
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models
Skill / 资源
8/12 13:46
Learn how OneAdvanced, a UK enterprise software provider, built a UK-sovereign AI platform by self-hosting Llama 4 Maverick and Llama Guard 4 on Amazon SageMaker AI, with a RAG pip…
可信度 74交叉信源 1
论文 / 方法一手源
8/10 16:05
Answering complex conditional questions using Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) remains a challenge, particularly in domain-specific contexts where general-purpose…
AI 点评 · 知识图谱自动构建加上下文检索，让复杂条件问答更可解释，直击大模型落地痛点。
Skill / 资源
8/7 21:13
In this tutorial, we build an advanced multimodal retrieval-augmented generation pipeline with NVIDIA NeMo Retriever. We begin by configuring a Python 3.12 environment, installing…
论文 / 方法一手源
8/7 17:51
Recent optimization studies on Retrieval-Augmented Generation (RAG) have exploited chunk-level KV cache reuse to avoid processing long retrieved contexts for higher efficiency, while significant infor…
论文 / 方法
8/6 20:00
Recent optimization studies on Retrieval-Augmented Generation (RAG) have exploited chunk-level KV cache reuse to avoid processing long retrieved contexts for higher efficiency, while significant infor…
论文 / 方法一手源
8/6 17:23
Retrieval-augmented generation over long documents is dominated by one design: chunk the text, embed the chunks, and surface the top-k nearest neighbours of the query. We argue that for an important c…
论文 / 方法一手源
8/5 17:56
Modern Greek is absent from NVIDIA's Nemotron retrieval models and from major multilingual retrieval benchmarks, despite being important for retrieval-augmented generation (RAG) in legal, energy, fina…
Skill / 资源
8/4 22:27
Move beyond traditional text-based parsing with PixelRAG, an end-to-end system that treats web pages and PDFs as images. This tutorial explores the complete pipeline—from rendering…
论文 / 方法
8/4 20:00
Modern Greek is absent from NVIDIA's Nemotron retrieval models and from major multilingual retrieval benchmarks, despite being important for retrieval-augmented generation (RAG) in legal, energy, fina…
行业信号
8/4 19:05
AI 点评 · 向量检索的三大盲区，直接击中RAG技术落地痛点。
论文 / 方法一手源
8/3 17:43
Retrieval-augmented generation (RAG) imposes a prefill cost proportional to retrieved context length, and -- with Transformer backbones -- a KV-cache that grows with each generated token. State-Space…
设计 / 产品
8/3 07:36
An agentic LLM-powered knowledge assistant that enhances RAG capabilities through automated entity extraction, structured data analysis, and SQL-based reasoning…
论文 / 方法
8/2 20:00
Sparse retrieval underpins modern search systems, from web search to retrieval-augmented generation. Existing work has introduced Learned Sparse Retrieval (LSR) to push beyond exact lexical matching t…
设计 / 产品
8/1 07:24
Self-hosted AI workbench for knowledge, RAG, model providers, and safely governed user-built agents. Public Preview; production Agent Runtime remains gated. 自托管…
可信度 74交叉信源 1
设计 / 产品
7/31 15:43
企业级 AI Agent 平台 | Spring Boot 3 + LangChain4j | ReAct 推理 + 多路召回 RAG + 语义缓存 + 多智能体协作
可信度 74交叉信源 1
论文 / 方法一手源
7/30 17:40
While Multimodal Retrieval-Augmented Generation (MM-RAG) has shown promising results, it still struggles with complex multi-hop reasoning tasks. Existing methods primarily focus on independent instanc…
模型 / Agent
7/30 07:43
Marktechpost AI has released Token Saver, an open-source MCP extension for Claude Desktop that uses local Hybrid RAG to slash PDF token consumption by up to 99% while ensuring abso…
论文 / 方法
7/29 20:00
Retrieval-augmented generation (RAG) spans lexical and dense retrieval, graph-based indexing, and agentic search, but these paradigms are usually evaluated on different benchmarks at one corpus size,…
设计 / 产品
7/29 11:43
Evidence-grounded veterinary research workbench with local RAG, bounded LLM agents, auditable tool use, citations, abstention, and human review.
可信度 74交叉信源 1
论文 / 方法一手源
7/27 17:01
Scientific user facilities accumulate decades of operational knowledge that no single search index covers: electronic logbooks, technical documents, internal wikis, operations chat messages, maintenan…
AI 点评 · 混合RAG架构结合评估框架，解决科研设施多源数据检索难题，提升运维知识利用率。
Skill / 资源
7/27 16:11
Traditional RAG hits a ceiling on analytical tasks that span hundreds of documents. This post shows how to use task-aware knowledge compression (TAKC) on AWS to pre-compress entire…
论文 / 方法
7/23 20:00
In multilingual retrieval augmented generation, a retriever can retrieve relevant documents written in multiple languages, which are subsequently reranked before answer generation. However, it remains…
论文 / 方法
7/23 20:00
Historical documents act as invaluable knowledge archives but often suffer from illegibility due to physical deterioration and damage. While existing restoration methods based on masked language model…
设计 / 产品
7/23 17:32
A practical guide to AI: from running your first local model to building your own agents. 52 files covering LLMs, Ollama, RAG, prompt engineering, machine learn…
设计 / 产品
7/23 17:32
A practical guide to AI: from running your first local model to building your own agents. 52 files covering LLMs, Ollama, RAG, prompt engineering, machine learn…
可信度 74交叉信源 1
设计 / 产品
7/23 07:52
RAG ReAct Agent - A Retrieval-Augmented Generation system with ReAct (Reasoning+Acting) agent loop for intelligent question answering with multi-hop reasoning
可信度 74交叉信源 1
设计 / 产品
7/22 15:11
A zero-to-100 learning path for applied AI engineering — RAG, embeddings, vector search, agents, MCP, and the production engineering around them. 56 pages, buil…
可信度 74交叉信源 1
设计 / 产品
7/21 07:32
Enterprise multi-source RAG platform with multimodal embedding, hybrid vector/BM25 retrieval, MCP & RBAC support
论文 / 方法
7/20 17:57
We propose one-step and two-step methods for policy learning with retrieval-augmented generation (RAG). We formulate RAG-based action selection under the potential outcome framework. In the two-step m…
行业信号
7/16 17:06
Across 101 enterprises, the infrastructure that feeds AI agents their business context is being built faster than it can be trusted. Retrieval-augmented generation is already the d…
AI 点评 · 企业AI信任缺失比检索问题更致命，多数公司却仍在错误方向投入资源修补。
论文 / 方法
7/15 17:15
This paper presents Earthquaker-AI, a hybrid educational framework building upon a previously implemented educational robotics project by integrating a conversational AI assistant based on Retrieval-A…
设计 / 产品
7/15 08:18
An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.
论文 / 方法
7/14 20:00
Validating autonomous driving systems requires diverse, regulation-compliant test scenarios. In simulation-based testing, scenarios are defined as executable scripts. Yet automatically generating such…
论文 / 方法
7/13 16:36
Retrieval-Augmented Generation (RAG) has been increasingly adopted to reduce hallucinations and strengthen the factual grounding of large language models (LLMs). While robustness to errors in the retr…
论文 / 方法
7/12 20:00
Graph retrieval-augmented generation (GraphRAG) enhances large language models with structured knowledge, yet existing systems construct knowledge graphs in a single extraction pass, producing noisy e…
设计 / 产品
7/11 06:23
景区导览服务 AI 数字人：基于 Spring Boot、Vue 3、UniApp 与本地 RAG 的智能导览系统。
论文 / 方法
7/10 20:00
Agentic retrieval-augmented generation (RAG) extends static RAG by allowing language models to iteratively reason, generate search queries, retrieve evidence, and predict answers. However, it remains…
Skill / 资源
7/8 16:57
In this post, we explore how Graph-based Retrieval Augmented Generation (GraphRAG) is transforming scientific research by combining graph databases with generative AI. With this ap…
AI 点评 · 知识图谱与生成式AI结合，加速药物研发，展现AI赋能科学突破新路径。
论文 / 方法
7/7 20:00
Modern LLMs are increasingly deployed in long-context applications such as retrieval-augmented generation, repository-level coding, and agentic workflows whose accumulated reasoning and tool traces ro…
论文 / 方法
7/7 17:09
Multi-hop retrieval-augmented generation (RAG) acquires evidence sequentially, with each new document potentially revealing missing facts, bridge entities, query defects, or sufficient support for ans…
设计 / 产品
7/6 07:53
面向招投标场景的本地化 RAG 标书解析、资质匹配与红线提醒助手
设计 / 产品
7/5 15:48
The open-core AI workbench — notebooks, agents, RAG, voice, and images across any model: OpenAI, Anthropic, Google, xAI, or local via Ollama/vLLM. BSL 1.1, aut…
设计 / 产品
7/5 05:38
Search knowledge by what documents mean and how they look — not one or the other.
设计 / 产品
7/4 10:45
Native AI inference for PHP 8.3+ - run ONNX, GGUF (llama.cpp) and RubixML models directly in your PHP process via FFI. Chat, streaming, embeddings, RAG and vect…
Skill / 资源
7/1 18:01
In this post, we demonstrate how to implement HippoRAG using a comprehensive AWS stack. We use Amazon Bedrock for LLM capabilities, Amazon Neptune for graph database functionality,…
AI 点评 · 结合生物学灵感与图数据库，HippoRAG在RAG架构上实现个性化检索突破。
论文 / 方法
6/29 20:00
GraphRAG is an extension of retrieval-augmented generation (RAG) that supports large language models (LLMs) by referring to graph-structured data as external knowledge. While this technique ideally ca…
设计 / 产品
6/26 22:52
デジタル庁のガバメントAI「源内(GENAI)」を完全ローカル(ローカルLLM/OpenAI互換)で動かす非公式プロジェクト。SAML認証(Keycloak)・RAG(Qdrant)・文字起こし(Whisper)・画像生成(SD)・チーム単位ナレッジをローカル完結。
设计 / 产品
6/26 22:52
デジタル庁のガバメントAI「源内(GENAI)」を完全ローカル(ローカルLLM/OpenAI互換)で動かす非公式プロジェクト。SAML認証(Keycloak)・RAG(Qdrant)・文字起こし(Whisper)・画像生成(SD)・チーム単位ナレッジをローカル完結。
设计 / 产品
6/25 20:17
Pixel-native visual RAG ported to Rust on the ruvector ANN substrate (HNSW + IVF-Flat) — screenshot/document retrieval over visual embeddings, a Rust port of Pi…
设计 / 产品
6/25 20:17
Pixel-native visual RAG ported to Rust on the ruvector ANN substrate (HNSW + IVF-Flat) — screenshot/document retrieval over visual embeddings, a Rust port of Pi…
论文 / 方法
6/22 20:00
Memory for large language model (LLM) agents has rapidly evolved from simple retrieval-augmented mechanisms into a data management system that supports persistent information storage, retrieval, updat…
论文 / 方法
6/22 20:00
Recent work has demonstrated the potential of large language models (LLMs) for program optimization, a key challenge in programming languages. We propose a blackbox adaptation method called Retrieval…
设计 / 产品
6/21 20:44
Hybrid RAG (DuckDB vector + BM25 + RRF + recency/keyword priors + optional cross-encoder rerank) as an installable library + CLI.
论文 / 方法
6/21 20:00
With the rapid spread of retrieval-augmented generation and semantic search, choosing the right embedding and retrieval configuration is increasingly hard. Large retrieval benchmarks are comprehensive…
论文 / 方法
6/21 20:00
Cross-Chart Retrieval-Augmented Generation (RAG) is critical for complex multi-modal analytical tasks in scientific, business, and political domains. However, existing benchmarks either focus on table…
设计 / 产品
6/18 01:33
面向 PRD、业务规则、SOP、流程文档和产品截图的证据型 RAG 知识库。
论文 / 方法
6/16 20:00
Patient contexts span hundreds of heterogeneous documents and thousands of structured data points, yet the document-level metadata that AI systems need for retrieval and triage is absent or incomplete…
论文 / 方法
6/16 14:28
Retrieval-augmented generation (RAG) systems must balance retrieval granularity with contextual coherence, a challenge that existing methods address through LLM-guided chunking, single-level context e…
论文 / 方法
6/15 20:00
Retrieval-augmented generation (RAG) systems depend critically on how documents are chunked and searched. Fine-grained chunks can improve retrieval precision but expand the search space, increasing la…
设计 / 产品
6/15 11:50
面向教育场景的RAG智能问答系统，融合关键词匹配与语义检索双引擎，融合MySQL和RAG技术，先经过MySQL数据库的检索(还融合了Redis辅助储存和搜索)，若无符合条件答案，则进入RAG系统，RAG知识库中的知识储存在Milvus向量数据库中
论文 / 方法
6/14 20:00
Recent retrieval-augmented generation (RAG) approaches have demonstrated strong capability in handling complex queries, yet current research overlooks a critical challenge: different retrievers requir…
行业信号
6/12 10:49
论文 / 方法
6/11 17:59
Retrieval-augmented generation (RAG) has become a standard mechanism for grounding language models in external knowledge, yet conventional retrieval based on lexical or semantic similarity is poorly s…
论文 / 方法
6/10 20:00
Retrieval-augmented generation is moving beyond text into long, egocentric video, where systems must select query-relevant chunks across multiple modalities and temporal granularities. Yet progress in…
论文 / 方法一手源
6/5 11:26
Data Management
可信度 88交叉信源 1
论文 / 方法
6/3 23:00
Retrieval-augmented QA pipelines often route retrieved passages through an LLM rewriter before a smaller reader, lifting F1 by tens of points on multi-hop benchmarks; this gain is typically credited t…
论文 / 方法
6/3 20:00
Code language models need repository-level context to resolve imports, APIs, and project conventions. Existing methods inject this knowledge as long inputs (retrieved through RAG or dependency analysi…
行业信号
6/2 16:13
AI 点评 · 用视觉索引突破文本限制，为多模态检索提供新路径。
设计 / 产品
6/1 03:20
LLM internship resume and job-search Codex Skill: resume polish, JD tailoring, evidence guard, interview grilling, and Project Scout for LLM/RAG/Agent roles. 大模…
论文 / 方法
5/31 20:00
Autoregressive (AR) video diffusion enables variable-length synthesis, but long-horizon generation often suffers from accumulated errors and identity drift. For efficiency, existing methods commonly a…
AI 点评 · 提出通用检索增强框架，解决长视频生成的累积误差与身份漂移，兼顾效率与质量。
设计 / 产品
5/31 03:28
Official Implementation of LongLive-RAG: A general retrieval-augmented framework for long video generation.
AI 点评 · 开源长视频RAG框架，突破生成时长限制，为AI视频创作提供新路径。
论文 / 方法
5/27 20:00
Sentence embeddings are a foundational component for semantic search, clustering, classification, and retrieval-augmented generation. This paper presents embeddingmagibu-200m, a Turkish-focused senten…
AI 点评 · 跨语言分词器移植与离线蒸馏技术，为小语种AI模型适配提供了高效新路径。
论文 / 方法
5/26 20:00
A retrieval-augmented generation (RAG) system deployed over a multi-author institutional corpus can give a different answer to the same question depending on which source it retrieves -- a failure mod…
设计 / 产品
5/26 07:45
工程化 RAG 文档助手：知识库、PDF 索引、Agent 工具编排、scope 检索、引用溯源与拒答阈值。FastAPI + Vue3
AI 点评 · 企业级RAG落地范本，从检索拒答到工具编排的完整工程化实践。
设计 / 产品
5/19 11:59
A comprehensive interview preparation guide covering all major RAG (Retrieval-Augmented Generation) architectures. 140 questions across 12 types, from Naive RAG…
设计 / 产品
5/19 11:59
A complete collection of RAG interview questions, answers (286 questions & 18 RAG types), system design scenarios, architecture patterns, and production-ready c…
设计 / 产品
5/11 21:18
Local-first RAG and agent skills framework for source-traceable agent memory.
AI 点评 · 本地优先架构让RAG技能框架实现源头可追溯，为AI代理记忆管理提供新范式。
设计 / 产品
5/11 11:19
AI equity research agent with resilient workflows, Redis Lua single-flight, pgvector RAG, versioned reports, evidence tracing, and RAG evaluation.
AI 点评 · 高效AI投研工具，结合弹性工作流与证据溯源，提升研报可信度。